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The Data Science & Artificial Intelligence (AI) Program is designed for IT and non-IT professionals who are interested to transition their career into data science, analytics, machine learning and artificial intelligence. The program includes practical training, industry certification and job placement support to help professionals secure a job as a Data Analyst or Data Scientist.
The data science & AI program is delivered in a 24 week part time and 12 week full time format and is designed for career-driven professionals to transition into the big data and AI industry. The program includes pre-work, intensive practical training, industry certification and a job outcomes program in collaboration with university partners. The course content has been tailored to give students the skills that are demanded by businesses in today’s rapidly evolving job market.
Remote learning is available for this program. The interactive remote format enabled by video conferencing technology is a rich and connected experience featuring virtual break-out rooms, shared screens, digital whiteboards, peer to peer collaboration and instructor support.
Learn how to create predictive models by learning to wrangle, analyze, visualize, predict and find insight into data alongside best in class data science trainers.
The Data Science & AI Program is a structured training program designed to help students develop the practical skills needed as a Data Scientist or Data Analyst. After completing our Data Science & AI Program, students will be awarded the Data Science Certification from the Institute of Data.
Practical data science training is an essential requirement to practice as a Data Scientist or Data Analyst. Learn from industry experts on how to apply machine learning and AI techniques for businesses and government organizations including business consulting and simulating commercial projects. This means our graduates will be ready to work as a Data Scientist or Data Analyst.
Meet great people and become a member of the Institute
Beyond a healthy discipline of practical education and learning, students meet great friends in your virtual or real classroom and become a member of the Institute of Data. Many students continue to keep in touch with their fellow students and the community becomes a strong network as students enter the industry.
“I wanted to be able to maintain my full-time job while building on my skills. The part time nature and career assistance at the end of the program are the main things that appealed to me.”
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Click to view upcoming part time data science & AI program course dates.
- Course Introduction and Overview
- Programming Fundamentals for Data Science
- Maths & Statistics Fundamentals for Data Science
- Data Science Practice (ongoing)
- Data Cleaning and Quality Assessment
- Data Visualisation
- Statistical Testing
- Succeeding as a Data Scientist in Industry
- Mini Project 1 – Data Science Practice
- Critical Thinking Training
- Relational and Non-Relational Databases
- SQL
- Application Programming Interfaces (APIs)
- Data Science Practice (ongoing)
- Introduction to Machine Learning
- Feature Modelling
- Evaluating Regression Models
- Overfitting and Regularisation
- Questioning Technique Training
- Logistic Regression
- Evaluating Classification Models
- Support Vector Machines
- Bayesian Inference
- Data Science Practice (ongoing)
- K-means Clustering
- Principal Components Analysis
- Research and Documentation Training
- Mini Project 2 – Data Science Practice
- Decision Trees
- Random Forests
- Bias and Variance
- Bagging
- Boosting
- Stacking
- Data Science Practice (ongoing)
- Web Scraping
- Text Pre-processing
- Sentiment Analysis
- Text Classification
- Presentation Skills Training
- Data Science Practice (ongoing)
- Introduction to Artificial Intelligence
- Reinforcement Learning
- Deep Feedforward Neural Networks
- Recurrent Neural Networks
- Convolutional Neural Networks
- Mini Project 3 – Data Science Practice
- Introduction to Cloud Computing
- Deployment of Machine Learning Models
- Cluster Computing
- Streaming Data
- Storytelling Training
- Capstone Project
- Additional Topics: Determined by Students and Lead Trainer
- Job Outcomes Program
- Consultation and Presentation Training
- Data Science Practice
- Capstone Project
The Institute of Data Consulting Business Skills is an essential part of every Institute of Data certified professional. The Institute of Data educates and certifies professionals not only with technical skills but also with expertise in business consulting and communication to clients, managers, directors and stakeholders. Many certified professionals choose to work independently or join an existing consultancy.
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You can schedule a call with an Institute of Data Career Consultant to discuss this course.